Solving the "Quote Revision" problem: Inline AI salesman recalculates math live

Hey guys, quick update on the external "math brain" I've been building for AI quoting agents.

I hit a massive edge case: what happens when the customer haggles or changes their mind? If you let standard LLMs recalculate the price mid-chat, they instantly hallucinate.

To fix this, I built an inline chatbot directly into the quote flow that acts as a live salesman.

Here is the HVAC example from the Loom:

Customer: "I need to reduce the price."
Negotiation: The AI suggests options. Customer replies: "Let's do flexible 7-14 day scheduling to drop the $350 rush fee."
The Ping: Instead of guessing, the bot pings the Quotix math engine.
The Update: The engine does the strict math and live-updates the quote on the screen to $11,500.

No hallucinated discounts, no broken math.

Here are two quick Looms showing it in action: